Jupyterlab Integration - Concepts and High Level Architecture

InfinStor Data Management Platform for ML is a tool for Data Scientists and Data Engineers to manage data. InfinStor's core capabilities include fine grained snapshots of S3 buckets at any point in time in the past, slices of S3 bucket data that was ingested in a specified period of time, snapshots of tensors, etc.

InfinStor capabilities are accessible to Jupyterlab directly from their Jupyterlab browser window by means of a sidebar.

Storage Feature: InfinSnap

InfinStor maintains metadata about every operation performed on your Cloud Object Store (S3 or compatible). This enables InfinStor to present a view of your bucket as it existed at any time in the Past. This preserves your ability to access a read-only version of the data you trained your model with, even if your data is deleted or modified in any way after your training run. Further, you do not need to organize you data ingest in any specific manner. Finally, you do not need to change your code in order to access data from a different point in time.

Storage Feature: InfinSlice

InfinSlice is an enhancement to InfinSnap - you can specify a start time and an end time, and the data that was ingested in between the start time and end time is presented.

Storage Feature: Labels

Labels add convenience to InfinSnap and InfinStor by adding the ability to name a chosen InfinSnap or InfinSlice. Once labelled, the label name can be used to refer to the data specified. In fact, a label consists of the following:

InfinStor Jupyterlab Extension Components

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InfinStor Jupyterlab Extension

Jupyterlab is a sophisticated application consisting of three distinct pieces of software. InfinStor Jupyterlab extension requires code to be loaded into each of these three pieces of software

InfinStor Service Website

The InfinStor service website is available at https://service.infinstor.com/ and has functionality for browsing S3 buckets, enabling and disabling InfinSnap for S3 buckets, browsing InfinSnap and InfinSlice, managing labels, etc. It provides a rich interface for managing the subscription to the InfinStor service

InfinStor Service Backend Components

The InfinStor service backend is implemented in Amazon AWS using a set of Lambdas and other AWS services. Specifically, it includes the following components: